Abstract
This thesis examines how the hadoop-stack can be used to create a database for observational weather data. Hbase was used as a means to store data on HDFS while maintaining relatively short response time for queries. In order to present the data and test different applications a RESTful API using Flask was made. Two different data models, one very compact, and one not, are presented, tested and evaluated along with different pipelines to the data.